SUPRAJ MARIPEDDI / AI, CLOUD & PLATFORM ENGINEER
I build cloud and AI platforms, and write about the decisions, trade-offs and practical lessons behind them.
FROM THE BLOG
07 Oct 2026 / ARTICLE
What a sandbox is, why AI agents need one, why a normal container is not enough, and how kubernetes-sigs/agent-sandbox gives every agent its own locked room. Verified against the official v1beta1 API.
Read the articleOpenAI now runs your agent loop for you, on their infrastructure, inside a durable session you can disconnect from and resume. Here's what actually changes, what it costs, and a full worked example.
Read articleGuardrails are the runtime control plane around an LLM — what they are, why every production AI app needs them, and how to implement them with Bedrock Guardrails, NeMo Guardrails, and Llama Guard, with real configs.
Read articleThe forward deployed engineer doesn't build for the customer — they build with them. What the role actually is, where it came from, the glue code nobody sees, and how to tell if it's you.
Read article
Docker SandboxesIsolated AI engineering
Open bookBOOK / SUPRAJ.DEV
Strands AgentsBounded agent engineering
Open bookBOOK / SUPRAJ.DEV
MCP ServersTools, context & trust
Open bookBOOK / SUPRAJ.DEV
KubernetesArchitecture & components
Open book